3D shape retrieval using Kernels on Extended Reeb Graphs

被引:59
作者
Barra, Vincent [1 ,2 ]
Biasotti, Silvia [3 ]
机构
[1] Univ Blaise Pascal, Clermont Univ, LIMOS, F-63000 Clermont Ferrand, France
[2] CNRS, UMR 6158, LIMOS, F-63173 Aubiere, France
[3] CNR, Ist Matemat Appl & Tecnol Informat, I-16149 Genoa, Italy
关键词
3D model retrieval; Kernels; Extended Reeb Graphs; OF-THE-ART; DESCRIPTORS; RECOGNITION; SEARCH;
D O I
10.1016/j.patcog.2013.03.019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
3D shape retrieval is becoming an acute issue for numerous applications that span from CAD to serious games to biomedicine and all contexts where it is fundamental to automatically retrieve geometric information from a collection of 3D models. This paper addresses 3D shape retrieval in terms of a graph-based description and the definition of a corresponding similarity measure. For this purpose, 3D models are represented as bags of shortest paths defined over well chosen Extended Reeb Graphs, while the similarity between pairs of Extended Reeb Graphs is addressed through kernels adapted to these descriptions. Results are comparable with the best results of the literature, and the modularity and evolutivity of the method ensure its applicability to other problems, from partial shape matching to classification. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2985 / 2999
页数:15
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